{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b4844af2",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:21.569826Z",
     "iopub.status.busy": "2022-08-03T14:13:21.569338Z",
     "iopub.status.idle": "2022-08-03T14:13:23.143500Z",
     "shell.execute_reply": "2022-08-03T14:13:23.142450Z"
    },
    "papermill": {
     "duration": 1.584337,
     "end_time": "2022-08-03T14:13:23.146538",
     "exception": false,
     "start_time": "2022-08-03T14:13:21.562201",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import scipy.cluster.hierarchy as sch\n",
    "\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import pairwise_distances\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import TimeSeriesSplit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0eea416f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:23.156240Z",
     "iopub.status.busy": "2022-08-03T14:13:23.155223Z",
     "iopub.status.idle": "2022-08-03T14:13:23.210645Z",
     "shell.execute_reply": "2022-08-03T14:13:23.209168Z"
    },
    "papermill": {
     "duration": 0.065788,
     "end_time": "2022-08-03T14:13:23.216188",
     "exception": false,
     "start_time": "2022-08-03T14:13:23.150400",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((4000, 50), (50, 50))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SYNTHETIC CORRELATED DATA GENERATION ###\n",
    "\n",
    "np.random.seed(33)\n",
    "\n",
    "n_features = 50\n",
    "n_samples = 4_000\n",
    "\n",
    "r = np.random.randint(-2,10, (n_features,n_features))\n",
    "r = np.dot(r, r.T)\n",
    "\n",
    "x = np.random.normal(0,1, (n_features,n_samples))\n",
    "c = np.linalg.cholesky(r)\n",
    "\n",
    "X = pd.DataFrame(\n",
    "    np.dot(c, x).T, columns=[f\"feat_{c+1}\" for c in range(n_features)]\n",
    ")\n",
    "\n",
    "corr_mat = pairwise_distances(X.T, metric='correlation')\n",
    "\n",
    "X.shape, corr_mat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e82af290",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:23.237409Z",
     "iopub.status.busy": "2022-08-03T14:13:23.236694Z",
     "iopub.status.idle": "2022-08-03T14:13:28.523736Z",
     "shell.execute_reply": "2022-08-03T14:13:28.522411Z"
    },
    "papermill": {
     "duration": 5.302092,
     "end_time": "2022-08-03T14:13:28.527699",
     "exception": false,
     "start_time": "2022-08-03T14:13:23.225607",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SERIES DISTRIBUTIONS ###\n",
    "\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.subplot(1,2,1)\n",
    "X.plot(legend=False, xlabel='timesteps', ax=plt.gca())\n",
    "plt.subplot(1,2,2)\n",
    "X.plot(kind='density', legend=False, ax=plt.gca())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2547492c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:28.540925Z",
     "iopub.status.busy": "2022-08-03T14:13:28.539833Z",
     "iopub.status.idle": "2022-08-03T14:13:30.055246Z",
     "shell.execute_reply": "2022-08-03T14:13:30.054006Z"
    },
    "papermill": {
     "duration": 1.524571,
     "end_time": "2022-08-03T14:13:30.057668",
     "exception": false,
     "start_time": "2022-08-03T14:13:28.533097",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 68.09375, 'series')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SERIES CORRELATIONS ###\n",
    "\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(X.corr(), annot=False, cmap='bwr')\n",
    "plt.title('correlation matrix')\n",
    "plt.ylabel('series'); plt.xlabel('series')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ef7fd891",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:30.073241Z",
     "iopub.status.busy": "2022-08-03T14:13:30.072313Z",
     "iopub.status.idle": "2022-08-03T14:13:30.079781Z",
     "shell.execute_reply": "2022-08-03T14:13:30.078930Z"
    },
    "papermill": {
     "duration": 0.017715,
     "end_time": "2022-08-03T14:13:30.082347",
     "exception": false,
     "start_time": "2022-08-03T14:13:30.064632",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### MANUALLY INSERT ANOMALOUS PERIOD ###\n",
    "\n",
    "n_samples_change = 400\n",
    "_ = np.random.randint(0,n_samples-n_samples_change)\n",
    "\n",
    "X.loc[np.arange(_, _+n_samples_change), 'feat_2'] = \\\n",
    "    np.random.normal(X['feat_2'].mean(), X['feat_2'].std(), (n_samples_change,))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aff6d336",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:30.096653Z",
     "iopub.status.busy": "2022-08-03T14:13:30.095750Z",
     "iopub.status.idle": "2022-08-03T14:13:30.466379Z",
     "shell.execute_reply": "2022-08-03T14:13:30.464632Z"
    },
    "papermill": {
     "duration": 0.382676,
     "end_time": "2022-08-03T14:13:30.471217",
     "exception": false,
     "start_time": "2022-08-03T14:13:30.088541",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### PCA ANOMALY DETECTION ###\n",
    "\n",
    "rec_errors_samples = {}\n",
    "rec_errors_features = {}\n",
    "\n",
    "for i, (past_id,future_id) in enumerate(\n",
    "    TimeSeriesSplit(10, test_size=300).split(X)\n",
    "):\n",
    "    \n",
    "    scaler = StandardScaler()\n",
    "    pca = PCA(0.7, random_state=33)\n",
    "    pca.fit(scaler.fit_transform(X.iloc[past_id]))\n",
    "    \n",
    "    Xt = pca.inverse_transform(\n",
    "        pca.transform(\n",
    "            scaler.transform(X.iloc[future_id])\n",
    "        )\n",
    "    )\n",
    "    rec_errors_samples[past_id[-1]] = \\\n",
    "        np.linalg.norm(scaler.transform(X.iloc[future_id]) - Xt, axis=1)\n",
    "    rec_errors_features[past_id[-1]] = \\\n",
    "        np.linalg.norm(scaler.transform(X.iloc[future_id]) - Xt, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4d78f3c4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:30.502662Z",
     "iopub.status.busy": "2022-08-03T14:13:30.501979Z",
     "iopub.status.idle": "2022-08-03T14:13:30.945256Z",
     "shell.execute_reply": "2022-08-03T14:13:30.944026Z"
    },
    "papermill": {
     "duration": 0.462745,
     "end_time": "2022-08-03T14:13:30.948635",
     "exception": false,
     "start_time": "2022-08-03T14:13:30.485890",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PCA RECONSTRUCTION ERRORS ###\n",
    "\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.plot(list(rec_errors_samples.keys()), \n",
    "         [np.mean(r) for r in rec_errors_samples.values()])\n",
    "plt.ylabel('recontruction error'); plt.xlabel('timesteps')\n",
    "plt.title('sample-wise recontruction')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "for i in range(n_features):\n",
    "    rec = []\n",
    "    for r in rec_errors_features.values():\n",
    "        rec.append(r[i])\n",
    "    plt.plot(list(rec_errors_features.keys()), rec)\n",
    "plt.ylabel('recontruction error'); plt.xlabel('timesteps')\n",
    "plt.title('feature-wise recontruction')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0b47ba11",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:30.967554Z",
     "iopub.status.busy": "2022-08-03T14:13:30.967136Z",
     "iopub.status.idle": "2022-08-03T14:13:32.994185Z",
     "shell.execute_reply": "2022-08-03T14:13:32.992914Z"
    },
    "papermill": {
     "duration": 2.03955,
     "end_time": "2022-08-03T14:13:32.996862",
     "exception": false,
     "start_time": "2022-08-03T14:13:30.957312",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### COMPUTE HIERARCHICAL CLUSTERING ON CORRELATION MATRIX ###\n",
    "\n",
    "d = sch.distance.pdist(corr_mat)\n",
    "L = sch.linkage(d, method='ward')\n",
    "ind = sch.fcluster(L, d.max(), 'distance')\n",
    "dendrogram = sch.dendrogram(L, no_plot=True)\n",
    "\n",
    "labels = dendrogram['leaves']\n",
    "corr_mat_cluster = pairwise_distances(\n",
    "    pd.concat([X.iloc[:,[i]] for i in labels], axis=1).T,\n",
    "    metric='correlation'\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(18,8))\n",
    "plt.subplot(1,2,1)\n",
    "dendrogram = sch.dendrogram(L, no_plot=False)\n",
    "plt.title('dendrogram')\n",
    "plt.ylabel('distance'); plt.xlabel('series')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(corr_mat_cluster, cmap='bwr')\n",
    "plt.title('correlation matrix')\n",
    "plt.ylabel('series'); plt.xlabel('series')\n",
    "plt.xticks(range(n_features), labels, rotation=90)\n",
    "plt.yticks(range(n_features), labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "25c6796c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:33.016886Z",
     "iopub.status.busy": "2022-08-03T14:13:33.016484Z",
     "iopub.status.idle": "2022-08-03T14:13:33.045142Z",
     "shell.execute_reply": "2022-08-03T14:13:33.043846Z"
    },
    "papermill": {
     "duration": 0.042025,
     "end_time": "2022-08-03T14:13:33.047908",
     "exception": false,
     "start_time": "2022-08-03T14:13:33.005883",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### DBSCAN ANOMALY DETECTION ###\n",
    "\n",
    "network_ano = {}\n",
    "dbscan = DBSCAN(eps=0.6, min_samples=1, metric=\"precomputed\")\n",
    "\n",
    "for i, (past_id,_) in enumerate(\n",
    "    TimeSeriesSplit(10, test_size=300, max_train_size=300).split(X)\n",
    "):\n",
    "    \n",
    "    preds = dbscan.fit_predict(\n",
    "        pairwise_distances(X.iloc[past_id].T, metric='correlation')\n",
    "    )\n",
    "    if (preds > 0).any():\n",
    "        ano_features = list(X.columns[np.where(preds > 0)[0]])\n",
    "        network_ano[past_id[-1]] = ano_features\n",
    "    else:\n",
    "        network_ano[past_id[-1]] = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ce3ac9e1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-03T14:13:33.067969Z",
     "iopub.status.busy": "2022-08-03T14:13:33.067542Z",
     "iopub.status.idle": "2022-08-03T14:13:36.001683Z",
     "shell.execute_reply": "2022-08-03T14:13:36.000611Z"
    },
    "papermill": {
     "duration": 2.950324,
     "end_time": "2022-08-03T14:13:36.007234",
     "exception": false,
     "start_time": "2022-08-03T14:13:33.056910",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT DBSCAN DETECTED ANOMALIES ###\n",
    "\n",
    "roll_corr = X.rolling(300).corr()\n",
    "\n",
    "for ano_loc,ano in network_ano.items():\n",
    "    if ano is not None:\n",
    "        for ano_feat in network_ano[ano_loc]:\n",
    "            roll_corr[ano_feat].unstack().plot(\n",
    "                legend=False, figsize=(11,6),\n",
    "                title=f\"{ano_feat} rolling correlation\",\n",
    "                ylabel='correlation', xlabel='timesteps'\n",
    "            )\n",
    "            plt.axvline(ano_loc, linestyle='--', c='black')\n",
    "            plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 25.270707,
   "end_time": "2022-08-03T14:13:36.840859",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-08-03T14:13:11.570152",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
